{"id":"W3170478322","doi":"10.2196/26681","title":"Design and Implementation of an Informatics Infrastructure for Standardized Data Acquisition, Transfer, Storage, and Export in Psychiatric Clinical Routine: Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung","keywords":"Computer science; Electronic data capture; Documentation; Informatics; Metadata; Data sharing; Data collection; Database; Medicine; World Wide Web; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00940479,0.0007357586,0.0002981167,0.0009882824,0.0006575675,0.001905074,0.002225834,0.0009927464,0.002882011],"category_scores_gemma":[0.01184726,0.0005065911,0.000527452,0.0007094131,0.0008666369,0.002173573,0.002059411,0.001025341,0.001083738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002139278,"about_ca_system_score_gemma":0.006894298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003326419,"about_ca_topic_score_gemma":0.001497738,"domain_scores_codex":[0.9943967,0.002532957,0.0004773802,0.0006314331,0.0009600945,0.001001565],"domain_scores_gemma":[0.992475,0.001919688,0.000644827,0.001620353,0.002369783,0.0009703776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004961739,0.01158198,0.1726364,0.001850939,0.0002825258,0.003271833,0.005277423,0.06528541,0.1339818,0.02533202,0.01627037,0.5592675],"study_design_scores_gemma":[0.003906217,0.02918417,0.202392,0.0008613288,0.0007922151,0.002607962,0.005441321,0.4190544,0.2439004,0.006879029,0.08453057,0.0004502731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6180157,0.0001087267,0.3543087,0.001009571,0.00008972448,0.01004346,0.0007822898,0.008945255,0.006696626],"genre_scores_gemma":[0.6159254,0.00008532189,0.3764091,0.0002594955,0.00002473734,0.003691677,0.001690392,0.0003260367,0.001587803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00940479,"threshold_uncertainty_score":0.04973787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08706871888915431,"score_gpt":0.5160749475043171,"score_spread":0.4290062286151629,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}